{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 程序说明\n",
    "- 数据增强\n",
    "- 翻转\n",
    "- 随机旋转\n",
    "- 随机扩大, 不是缩放"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from numpy import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class RandomMirror(object): #实现图片的反转flip\n",
    "    def __call__(self, image):\n",
    "        _, width, _ = image.shape\n",
    "#         if random.randint(2):\n",
    "        image = image[:, ::-1]\n",
    "#             boxes = boxes.copy()\n",
    "#             boxes[:, 0::2] = width - boxes[:, 2::-2]\n",
    "        return image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def show_landmarks(image, landmarks=None):\n",
    "    \"\"\"Show image with landmarks\"\"\"\n",
    "    plt.imshow(image)\n",
    "    if landmarks is not None:\n",
    "        plt.scatter(landmarks[:, 0], landmarks[:, 1], s=10, marker='o', c='r')\n",
    "    plt.pause(0.001)  # pause a bit so that plots are updated"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pickle\n",
    "\n",
    "import math\n",
    "\n",
    "path = '../interim_data/train_preprocessed.pkl'\n",
    "with open(path, 'rb') as f:\n",
    "    pro_annos = pickle.load(f)\n",
    "\n",
    "im_dir='/media/bnrc2/_backup/ai/ai_challenger_keypoint_train_20170902/keypoint_train_images_20170902/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3afea68fd0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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HTt3LXXfewdqwwNgSr0sSEY95Y35KRLTeE4SozrPNCXk2PFtYwBhDBHzTN30Lj59ah/e9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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3afee681d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "anno = pro_annos[1]\n",
    "img = cv2.imread(im_dir + anno['image_id'] + '.jpg')\n",
    "lx, ly = anno['human1'][:2]\n",
    "rx, ry = anno['human1'][2:]\n",
    "img1 = img[ly:ry, lx:rx, :]\n",
    "plt.imshow(img1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "class RandomRotation(object):\n",
    "    def __call__(self, image, keypoints):\n",
    "        h, w, c = image.shape\n",
    "        center = (w/2, h/2)\n",
    "        if random.randint(2):\n",
    "            degree = random.randint(-30,30)\n",
    "            w_r = int(w * math.fabs(math.cos(math.radians(degree))) + \n",
    "                      h * math.fabs(math.sin(math.radians(degree))))\n",
    "            h_r = int(w * math.fabs(math.sin(math.radians(degree))) + \n",
    "                      h * math.fabs(math.cos(math.radians(degree))))\n",
    "            m = cv2.getRotationMatrix2D(center,degree, 1)  #旋转矩阵\n",
    "            m[0][2] += (w_r - w) / 2\n",
    "            m[1][2] += (h_r - h) / 2\n",
    "            image = cv2.warpAffine(image, m, (w_r, h_r))\n",
    "            # 计算旋转后的关节点的位置\n",
    "            kps = np.reshape(keypoints, (-1, 3))[:, 0:2]\n",
    "            v = np.reshape(keypoints, (-1, 3))[:, 2]\n",
    "            kps = np.hstack((kps, np.ones(14, dtype=int)[:, np.newaxis]))\n",
    "            kps = np.dot(kps, m.T).astype('int')\n",
    "            keypoints = np.hstack((kps, v[:, np.newaxis]))\n",
    "        return image, keypoints\n",
    "    \n",
    "class RandomMirror(object): #实现图片的水平反转flip\n",
    "    def __call__(self, image, keypoints):\n",
    "        h, w, c = image.shape\n",
    "        if random.randint(2):\n",
    "            image = image[:, ::-1]\n",
    "            keypoints = keypoints.copy()\n",
    "            keypoints[:, 0] = w - keypoints[:, 0] \n",
    "        return image, keypoints\n",
    "\n",
    "class RandomContrast(object):\n",
    "    def __init__(self, lower=0.5, upper=1.5):\n",
    "        self.lower = lower\n",
    "        self.upper = upper\n",
    "        assert self.upper >= self.lower, \"contrast upper must be >= lower.\"\n",
    "        assert self.lower >= 0, \"contrast lower must be non-negative.\"\n",
    "\n",
    "    # expects float image\n",
    "    def __call__(self, image, keypoints=None):\n",
    "        if random.randint(2):\n",
    "            alpha = random.uniform(self.lower, self.upper)\n",
    "#             image *= alpha\n",
    "            np.multiply(image, alpha, out=image, casting='unsafe')\n",
    "        return image, keypoints\n",
    "    \n",
    "class ConvertColor(object):\n",
    "    \"\"\"颜色空间转换\"\"\"\n",
    "    def __init__(self, current='BGR', transform='HSV'):\n",
    "        self.transform = transform\n",
    "        self.current = current\n",
    "\n",
    "    def __call__(self, image, keypoints=None):\n",
    "        if self.current == 'BGR' and self.transform == 'HSV':\n",
    "            image = cv2.cvtColor(image, cv2.COLOR_BGR2HSV)\n",
    "        elif self.current == 'HSV' and self.transform == 'BGR':\n",
    "            image = cv2.cvtColor(image, cv2.COLOR_HSV2BGR)\n",
    "        else:\n",
    "            raise NotImplementedError\n",
    "        return image, keypoints   \n",
    "class RandomBrightness(object):\n",
    "    \"\"\"随机增加图片的亮度\"\"\"\n",
    "    def __init__(self, delta=32):\n",
    "        assert delta >= 0.0\n",
    "        assert delta <= 255.0\n",
    "        self.delta = delta\n",
    "\n",
    "    def __call__(self, image, keypoints=None):\n",
    "        if random.randint(2):\n",
    "            delta = random.uniform(-self.delta, self.delta)\n",
    "#             image += delta\n",
    "            np.add(image, delta, out=image, casting=\"unsafe\")\n",
    "        return image, keypoints\n",
    "class RandomSaturation(object):\n",
    "    \"\"\"随机饱和度\"\"\"\n",
    "\n",
    "    def __init__(self, lower=0.5, upper=1.5):\n",
    "        self.lower = lower\n",
    "        self.upper = upper\n",
    "        assert self.upper >= self.lower, \"contrast upper must be >= lower.\"\n",
    "        assert self.lower >= 0, \"contrast lower must be non-negative.\"\n",
    "\n",
    "    def __call__(self, image, keypoints=None):\n",
    "        if random.randint(2):\n",
    "#             image[:, :, 1] *= random.uniform(self.lower, self.upper)\n",
    "            np.multiply(image[:, :, 1], random.uniform(self.lower, self.upper), \n",
    "                        out=image[:, :, 1], casting=\"unsafe\")\n",
    "\n",
    "        return image, keypoints\n",
    "class RandomHue(object):\n",
    "    \"\"\"随机色调(色相)\"\"\"\n",
    "\n",
    "    def __init__(self, delta=18.0):\n",
    "        assert 0.0 <= delta <= 360.0\n",
    "        self.delta = delta\n",
    "\n",
    "    def __call__(self, image, keypoints=None):\n",
    "        if random.randint(2):\n",
    "#             image[:, :, 0] += random.uniform(-self.delta, self.delta)\n",
    "            np.add(image[:, :, 0], \n",
    "                   random.uniform(-self.delta, self.delta), \n",
    "                   out=image[:, :, 0], casting=\"unsafe\")\n",
    "#             image[:, :, 0][image[:, :, 0] > 360.0] -= 360.0\n",
    "            np.subtract(image[:, :, 0][image[:, :, 0] > 360.0], 360.0, \n",
    "                        out=image[:, :, 0][image[:, :, 0] > 360.0], casting='unsafe')\n",
    "#             image[:, :, 0][image[:, :, 0] < 0.0] += 360.0\n",
    "            np.subtract(image[:, :, 0][image[:, :, 0] < 0.0], 360.0, \n",
    "                        out=image[:, :, 0][image[:, :, 0] < 0.0], casting='unsafe')\n",
    "        return image, keypoints\n",
    "class RandomLightingNoise(object):\n",
    "    \"\"\"随机交换图片的通道,也就是随机shuffle channels的顺序\"\"\"\n",
    "\n",
    "    def __init__(self):\n",
    "        self.perms = ((0, 1, 2), (0, 2, 1),\n",
    "                      (1, 0, 2), (1, 2, 0),\n",
    "                      (2, 0, 1), (2, 1, 0))\n",
    "\n",
    "    def __call__(self, image, keypoints=None):\n",
    "        if random.randint(2):\n",
    "            swap = self.perms[random.randint(len(self.perms))]\n",
    "            shuffle = SwapChannels(swap)  # shuffle channels\n",
    "            image = shuffle(image)\n",
    "        return image, keypoints\n",
    "class SwapChannels(object):\n",
    "    def __init__(self, swaps):\n",
    "        self.swaps = swaps\n",
    "\n",
    "    def __call__(self, image):\n",
    "        image = image[:, :, self.swaps]\n",
    "        return image\n",
    "class Compose(object):\n",
    "    def __init__(self, transforms):\n",
    "        self.transforms = transforms\n",
    "\n",
    "    def __call__(self, img, keypoints):\n",
    "        for t in self.transforms:\n",
    "            img, keypoints = t(img, keypoints)\n",
    "        return img, keypoints\n",
    "class PhotometricDistort(object):\n",
    "    def __init__(self):\n",
    "        self.pd = [\n",
    "            RandomContrast(),\n",
    "            ConvertColor(transform='HSV'),\n",
    "            RandomSaturation(),\n",
    "            RandomHue(),\n",
    "            ConvertColor(current='HSV', transform='BGR'),\n",
    "            RandomContrast()\n",
    "        ]\n",
    "        self.rand_brightness = RandomBrightness()\n",
    "        self.rand_light_noise = RandomLightingNoise()\n",
    "\n",
    "    def __call__(self, image, keypoints):\n",
    "        im = image.copy()\n",
    "        im, keypoints = self.rand_brightness(im, keypoints)\n",
    "        if random.randint(2):\n",
    "            distort = Compose(self.pd[:-1])\n",
    "        else:\n",
    "            distort = Compose(self.pd[1:])\n",
    "        im, keypoints = distort(im, keypoints)\n",
    "        return self.rand_light_noise(im, keypoints)\n",
    "class Make_padding(object):\n",
    "    def __call__(self, image):\n",
    "        h, w, c = image.shape\n",
    "        if h > w:\n",
    "            image = np.concatenate((image, np.zeros((h, h - w, 3), dtype=image.dtype)), axis=1)\n",
    "        elif w > h:\n",
    "            image = np.concatenate((image, np.zeros((w - h, w, 3), dtype=image.dtype)), axis=0)\n",
    "        return image\n",
    "class Resize(object):\n",
    "    def __init__(self, size=256):\n",
    "        self.size = size\n",
    "        self.mp = Make_padding()\n",
    "\n",
    "    def __call__(self, image, keypoints):\n",
    "        image = self.mp(image)\n",
    "        image = cv2.resize(image, (self.size, self.size))\n",
    "        return image, keypoints\n",
    "    \n",
    "class KeypointTransform(object):\n",
    "    def __call__(self, image, keypoints):\n",
    "        h, w, c = image.shape\n",
    "        if h > w:\n",
    "            scale = 256.0 / h\n",
    "            m = np.array([[scale, 0, 0], [0, scale, 0]]) # 缩放变换矩阵\n",
    "            keypoints = np.reshape(keypoints.copy(), (-1, 3))\n",
    "            v = keypoints[:, 2]\n",
    "#             keypoints = np.dot(keypoints, m.T)\n",
    "            keypoints = np.hstack((np.dot(keypoints, m.T), v[:, np.newaxis]))\n",
    "        else:\n",
    "            scale = 256.0 / w\n",
    "            m = np.array([[scale, 0, 0], [0, scale, 0]]) # 缩放变换矩阵\n",
    "            keypoints = np.reshape(keypoints.copy(), (-1, 3))\n",
    "            v = keypoints[:, 2]\n",
    "            keypoints = np.hstack((np.dot(keypoints, m.T), v[:, np.newaxis]))\n",
    "        return image, keypoints.astype('int')\n",
    "class GenerateLabel(object):\n",
    "    def __call__(self, image, keypoints):\n",
    "        radius = 10\n",
    "        heatmap_res = None\n",
    "        x = np.arange(0, 256, dtype=np.uint32)\n",
    "        y = np.arange(0, 256, dtype=np.uint32)[:, np.newaxis]\n",
    "        for kp in keypoints:\n",
    "            if kp[2] == 1:\n",
    "                if heatmap_res is None:\n",
    "                    heatmap_res = ((x - kp[0]) ** 2 + (y - kp[1]) ** 2) <= radius ** 2\n",
    "                else:\n",
    "                    heatmap_res = np.vstack((heatmap_res, (((x - kp[0]) ** 2 + (y - kp[1]) ** 2) <= radius ** 2)))\n",
    "            else:\n",
    "                if heatmap_res is None:\n",
    "                    heatmap_res = np.zeros((256, 256), dtype=np.uint8)\n",
    "                else:\n",
    "                    heatmap_res = np.vstack((heatmap_res, np.zeros((256, 256), dtype=np.uint8)))\n",
    "        heatmap_res = heatmap_res.astype(np.uint8)\n",
    "\n",
    "        return image, np.reshape(heatmap_res, (-1, 256, 256))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 282,
   "metadata": {},
   "outputs": [],
   "source": [
    "kt = KeypointTransform()\n",
    "kt_im, kt_kps = kt(img1, kps)\n",
    "\n",
    "resize = Resize()\n",
    "r_im, r_kps = resize(kt_im, kt_kps)\n",
    "gl = GenerateLabel()\n",
    "gl_im, gl_l = gl(r_im, r_kps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Q4LEKuEBZP7sh3xRXGg6MYQBAYGVtjVOrnrlDPVyWk6qGJgSaxtM0Nc/xl7vJYFLCpMR/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7wfUWjDxvpaDmJJ2Sa+mR0iRKKsSvSwwkqBrGsObt5AkDh1/xkGwzpnMqREDAZT6Nxv8H5lLQd1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\ncMABB7wDh8RwwAEHvAOHxHDAAQe8A/8/JkBd5yTELgAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3af80a0a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "show_landmarks(r_im, r_kps)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3af824ecf8>"
      ]
     },
     "execution_count": 291,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQYAAAD8CAYAAACVSwr3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3af06426d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(gl_l[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ..., \n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]], dtype=uint8)"
      ]
     },
     "execution_count": 290,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gl_l[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SBDR4rAIuUNbnN+Sb4mrDFWMYABBYWVvj5Kpn7kAPl+WkqqEJgabxNE3Nc/zlbjKYlDAp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\nAk0Gh48uMt7c4rNPrnOKIW/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55tAeorRFWVZ85Fc+Rn+rj4xDnLcUmcOUFcgAH0FZKYIE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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3af0796f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kt = KeypointTransform()\n",
    "kt_im, kt_kps = kt(img1, kps)\n",
    "\n",
    "resize = Resize()\n",
    "r_im, r_kps = resize(kt_im, kt_kps)\n",
    "plt.figure()\n",
    "show_landmarks(r_im, r_kps)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "kps = np.array(anno['keypoints']).reshape(-1, 3)\n",
    "kps = kps - [95, 171, 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MR2ijqfw0WQPnMJlpkoUq+RPONbkaS/RhYwkR0QQvFLkmU4Zp2fgjCATHSb+X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MoZxBgDIkvVHK5OOF0uOd962r6lKi1VU+Jc9jfzPrHadhTJZYnAytAFSVweYaxh10KH5QKPkxIp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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3afeb109b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd = PhotometricDistort()\n",
    "pd_im, pd_kps = pd(img1, kps)\n",
    "plt.figure()\n",
    "show_landmarks(pd_im, pd_kps)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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C1144gsI7TRMg7W2Godm3mLPj/GerZPV+y14Fk9Oa+ckJmulpneR50Y+C1pRz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73OxauX+fX3/iYH8ykf+Y13c+7GjFll6aKkTBRZYnj+xTNsnDyB9ZILV6+zf9Bw36NH+dyLZwlC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\nHgf5Y1x4/P+y5XKK5FhS7wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3af0657ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rr = RandomRotation()\n",
    "rr_im, rr_kps = rr(img1, kps)\n",
    "plt.figure()\n",
    "# for pro in processed_img:\n",
    "show_landmarks(rr_im, rr_kps)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SBz3wAe/9bwkh5oA/B/YDR4Hv9t43h5/5aeAHAAv8e+/9J8/tsr8Sm32XfTt3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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3af819d828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rm = RandomMirror()\n",
    "rm_im, rm_kps = rm(img1, kps)\n",
    "plt.figure()\n",
    "# for pro in processed_img:\n",
    "show_landmarks(rm_im, rm_kps)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "kps = np.hstack((kps, np.ones(14, dtype=int)[:, np.newaxis]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# np.array([[ 72, 258]]) * m[:, 0:2]\n",
    "kps = np.dot(kps, m.T)\n",
    "\n",
    "kps = kps.astype('int')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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EL0D21GnhXC8gzGJd5rhPpSWwkpkoZcw3BC7lRL3N6FABm2qMdbSkwDrRW92i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\n9DgP8nM89DgP8nM89DgP8nM89Pj/AXRUdSoToPbJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3afe90ea90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "# for pro in processed_img:\n",
    "show_landmarks(rot_img,kps)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fa46f7f3f60>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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4ZfOapD7jKr3set/W622fAejcAZq4jk/P/TA/589scO26LCcU7IllFLO9pRhC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kw4zbL95AF4bSpUihaLbqfmDGGY5tbKA6mlsvXCawXvP3ZSm5vZ+yHNXJrM/+6gsprY5lkDus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\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NBpN+n729PSaTkrp12223IScFW1euM9w9YK43y5kbb+Kphx+moelUZAVVkllZWeHc+fP4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\nYCNAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa46f9578d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mir = RandomMirror()\n",
    "m_img = mir(img)\n",
    "plt.imshow(m_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "h, w, c = img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "center = (w/2, h/2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "degree = 0\n",
    "\n",
    "w_r = int(w * math.fabs(math.cos(math.radians(degree))) + h * math.fabs(math.sin(math.radians(degree))))\n",
    "h_r = int(w * math.fabs(math.sin(math.radians(degree))) + h * math.fabs(math.cos(math.radians(degree))))\n",
    "\n",
    "m = cv2.getRotationMatrix2D(center,degree, 1)\n",
    "m[0][2] += (w_r - w) / 2\n",
    "m[1][2] += (h_r - h) / 2\n",
    "rot_img = cv2.warpAffine(img, m, (w_r, h_r))\n",
    "plt.imshow(rot_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
